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OCR is inevitably linked to NLP since its final output is in text. Advances in document intelligence are driving the need for a unified technology that integrates OCR with various NLP tasks, especially semantic parsing. Since OCR and semantic parsing have been studied as separate tasks so far, the datasets for each task on their own are rich, while those for the integrated post-OCR parsing tasks are relatively insufficient. In this study, we publish a consolidated dataset for receipt parsing as the first step towards post-OCR parsing tasks. The dataset consists of thousands of Indonesian receipts, which contains images and box/text annotations for OCR, and multi-level semantic labels for parsing. The proposed dataset can be used to address various OCR and parsing tasks.

Given the unavailability of real-world pharmaceutical inspection-domain datasets, we have created the Sensum Solid Oral Dosage Forms (SensumSODF) dataset intended for research and evaluation purposes. The dataset consists of two main types of solid oral dosage forms: - capsule; non-translucent hard-shelled capsules with print, which are normally used for dry, powdered ingredients - softgel; translucent soft-shelled capsules, which are primarily used for oils and active ingredients which are dissolved or suspended in oil The dataset consists of 836 defect-free and 153 defective examples of non-translucent hard-shelled capsules with a size of 192 × 320 pixels, and 846 defect-free and 345 defective examples of translucent soft-shelled capsules with a size of 144 × 144 pixels. Defective examples exhibit diverse defects such as cracks, dents, smudges, impurities, and air bubbles. Defective regions range from small to large structures and are hand-annotated by a pharmaceutical product inspection domain-expert. Annotations coarsely indicate the defective area on a given example, yet to some extent also include minor defect-free areas. Dataset paper: Detection of surface defects on pharmaceutical solid oral dosage forms with convolutional neural networks

Consolidates the world cup 2014 (WC14) and time-series world cup (TSWC) datasets and refines their homography annotations.

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The Holidays dataset is a set of images which mainly contains some of the authors' personal holidays photos. The remaining ones were taken on purpose to test the robustness to various attacks: rotations, viewpoint and illumination changes, blurring, etc. The dataset includes a very large variety of scene types (natural, man-made, water and fire effects, etc) and images are in high resolution. The dataset contains 500 image groups, each of which represents a distinct scene or object. The first image of each group is the query image and the correct retrieval results are the other images of the group. Source: INRIA Holidays Dataset

The success of any AI-driven system relies heavily on vast amounts of training data. While AI applications in plant stress management have gained attention in recent years, there's still a significant lack of expert-annotated data, especially for tropical and subtropical crops. We're filling in this gap by releasing a public dataset with 4,749 leaf pictures of healthy, nutrient-deficient, and pest-affected tomatoes, eggplants, cucumbers, bitter gourds, snake gourds, ridge gourds, ash gourds, and bottle gourds. This dataset encompasses 57 unique classes, with high-resolution images (3024 x 3024) captured at three different sites in Bangladesh under natural field conditions. An expert panel from the Bangladesh Agricultural Research Institute (BARI) has labeled the images. This collection not only features the largest number of plant stress classes but also introduces the first multi-label classification challenge in the agricultural domain.

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